1.Prediction of cumulative live birth rate in in vitro fertilization using multi-model machine learning algorithms
Peng XING ; Hui LIANG ; Ying CHEN ; Ting LIU ; Jiawei ZHAI ; Bo YUAN ; Yingjun TIAN
Chinese Journal of Reproduction and Contraception 2025;45(4):358-364
Objective:To develop and validate machine learning models for predicting the cumulative live birth rate (CLBR) following in vitro fertilization (IVF) and to analyze key predictive features using SHAP values. Methods:This retrospective study included data from patients who underwent IVF-embryo transfer at the Department of Reproductive Medicine, Baoding Maternal and Child Health Hospital, between January 2017 and December 2022. Patients were categorized into two groups based on live birth outcome: the live birth group ( n=1 036) and the non-live birth group ( n=756). The dataset was randomly divided into a training set and a validation set in a ratio of 7∶3. Five algorithms were utilized for model development: logistic regression, random forest, extreme gradient boosting (XGBoost), support vector machine, and neural networks. Model performance was assessed using the area under the receiver operating characteristic (AUC) curve, F1 score, and calibration curves. Clinical decision curve analysis (DCA) was employed to evaluate the clinical utility of the models. SHAP values were used to interpret feature importance in the XGBoost model and enhance its explainability. Results:The XGBoost model demonstrated the best performance in predicting CLBR,with accuracy of 72.44%, AUC of 0.775, and F1 score of 0.654, accuracy and F1 score outperforming logistic regression (accuracy was 70.02%, F1 score was 0.585), random forest (accuracy was 71.69%, F1 score was 0.606), support vector machine (accuracy was 70.20%, F1 score was 0.607), and neural network (accuracy was 68.72%, F1 score was 0.560). The calibration curve of XGBoost closely aligned with the diagonal line, indicating that the predicted probabilities were very close to the actual outcomes, demonstrating good calibration. DCA indicated that the XGBoost model provided higher net benefits across a wide range of clinical decision thresholds. SHAP value analysis identified number of previous IVF failures, antral follicle count, anti-Müllerian hormone level, percentage of normal sperm morphology, and sperm DNA fragmentation index as key predictors of CLBR.Conclusion:The XGBoost model exhibits excellent predictive performance and calibration for CLBR, with SHAP values providing important insights into feature importance. This model has the potential to support the development of personalized treatment strategies in clinical practice. However, its generalizability needs to be validated using external datasets to ensure its applicability to diverse populations.
2.Comparative analysis of Exoview and Mimics three-dimensional reconstruction in thoracoscopic pulmonary segmentectomy
Jun-ping ZHU ; Meng-meng GUO ; Jia-xing SHI ; Zhi-gang GUO ; Sheng-hui YANG ; Zhen QIAO
Journal of Regional Anatomy and Operative Surgery 2025;34(11):998-1003
Objective To compare the effects of sequential Exoview and Mimics three-dimensional reconstruction with fluorescence method in thoracoscopic pulmonary segmentectomy.Methods The clinical data of 160 patients with lung cancer admitted to our hospital from January 2020 to June 2023 were retrospectively analyzed.Among them,79 patients who underwent thoracoscopic pulmonary segmentectomy with the sequential Exoview three-dimensional reconstruction and fluorescence method before the operation were classified as the Exoview group,and 81 patients who underwent thoracoscopic pulmonary segmentectomy with the sequential Mimics three-dimensional reconstruction and fluorescence method before the operation were classified as the Mimics group.The surgical completion status,the coincidence rate between the number of left and right pulmonary artery branches evaluated before operation and intraoperative findings,reconstruction time,segment display effect,general indicators of operation(operation time,intraoperative blood loss,number of lymph node dissection,thoracic tube placement time,postoperative hospital stay),pulmonary function[forced expiratory volume in one second(FEV1),percentage of forced expiratory volume in one second(FEV1%)]and complications were compared between the two groups.Results All patients in the two groups successfully completed thoracoscopic pulmonary segmentectomy,and indocyanine green was injected once in each group.The operation process was roughly consistent with the preoperative simulation,and no thoracotomy was performed.There was no statistically significant difference in the resection of lung segment between the two groups of patients(P>0.05).The coincidence rate between the number of left and right pulmonary artery branches evaluated before operation and intraoperative findings in the Exoview group was higher than that in the Mimics group(P<0.05).There was no significant difference in the segment display effect between the Exoview group and the Mimics group(P>0.05).The operation time and the reconstruction time in the Exoview group were shorter those that in the Mimics group,and the intraoperative blood loss was less than that in the Mimics group(P<0.05).There was no significant difference in the number of lymph node dissection,the thoracic tube placement time,or the postoperative hospital stay between the two groups(P>0.05).There was no statistically significant difference in FEV1 or FEV1%7 days after surgery compared with those before surgery(P>0.05).The FEV1 and FEV1%of patients in the Mimics group 7 days after surgery were lower than those beforesurgery(P<0.05).There was no statistically significant difference in FEV1 or FEV1%between the Exoview group and the Mimics group before and 7 days after surgery(P>0.05).The total incidence of complications in the Exoview group was 1.27%,compared with 4.94%in the Mimics group,the difference was not statistically significant(P>0.05).Conclusion Both sequential Exoview and Mimics three-dimensional reconstruction with fluorescence method are safe and effective for thoracoscopic pulmonary segmentectomy,while Exoview has more advantages in preoperative assessment of the number of pulmonary artery branches,and it has shorter reconstruction time and operation time,with less impact on lung function.
3.Molecular Mechanisms Underlying Inhibition of LPS-induced Inflammatory Cytokine Production by Nanovesicles Derived from Rhizoma Polygonati
Teng-Hui CAO ; Xing-Wang LONG ; Lin LIU ; Gang-Lin WANG ; Wei LI
Chinese Journal of Biochemistry and Molecular Biology 2025;41(2):249-259
Plant-derived exosome-like nanovesicles refer to spherical lipid bilayer vesicles isolated from plants that contain lipids,proteins,RNAs,and various small molecules.These nanovesicles exhibit di-verse biological activities,including anti-inflammatory,anti-tumor,antioxidant,and drug delivery prop-erties.However,the functional characteristics of nanovesicles derived from rhizoma polygonati remain un-explored.In this study,exosome-like nanovesicles derived from rhizoma polygonati(referred to as RP-EVs)were successfully isolated using ultracentrifugation and density gradient centrifugation.Their physi-cochemical properties and anti-inflammatory functions were systematically characterized.Our results show that RP-EVs are predominantly negatively charged,with an average particle size of 166.5±3.3 nm,and are spherical lipid vesicles.Cellular uptake assays demonstrated that RP-EVs can be phagocytized by macrophages.qPCR and ELISA experiments revealed that RP-EVs can inhibit the elevation of interleukin 6(IL-6),interleukin 1 β(IL-1 β),and tumor necrosis factor-alpha(TNF-α)induced by lipopolysac-charide(LPS)stimulation(****P<0.0001).Additionally,reactive oxygen species(ROS)and 2,2-diphenyl-1-picrylhydrazyl(DPPH)scavenging assays confirmed that RP-EVs exhibit antioxidant proper-ties(*P<0.05).Further investigation of the underlying mechanisms through immunofluorescence and Western blotting revealed that RP-EVs inhibit the nuclear translocation(**P<0.01)and phosphoryla-tion(***P<0.001)of nuclear factor kappa-B p65(NF-κB p65)via the IκBα/NF-κB signaling path-way,thereby regulating the expression of inflammatory mediators.In animal experiments,intraperitoneal injection of RP-EVs into mice for 48 hours showed predominant localization in the liver and spleen.Fi-nally,an acute inflammatory mouse model was established via intraperitoneal injection of LPS.qPCR and ELISA analyses demonstrated that RP-EVs alleviated the expression of inflammatory factors in both the serum and spleen of LPS-treated mice(*P<0.05).In conclusion,this study isolated RP-EVs and elu-cidated their anti-inflammatory properties and potential mechanisms.These findings provide valuable in-sights into the functional exploration of nanoparticle vesicles derived from traditional Chinese medicine and suggest a novel therapeutic strategy for the treatment of inflammation-related diseases.
4.The Xenomitochondrion Provides Extensive Supply for Mitochondrial Transplantation
Zhen YANG ; Wen-Peng LI ; Tian NIU ; Hui-Wen XUE ; Si-Xi ZHAO ; Xing-Bo ZHAO
Chinese Journal of Biochemistry and Molecular Biology 2025;41(2):273-283
Mitochondria are organelles in eukaryotic cells that play a crucial role in cellular energy me-tabolism,oxidative stress,heat production,and signal transduction.Mitochondrial transplantation(MT)is currently one of the most advanced techniques for treating mitochondrial dysfunction and anti-aging re-search.This study aimed to explore the feasibility and effectiveness of xenogeneic MT by transplanting mitochondria from yak(Bos grunniens),domestic cattle(Bos taurus),and horse(Equus caballus)into mice(Mus musculus).The results demonstrated that mitochondria from yak,domestic cattle,and horse could be successfully transplanted into mice and maintained in various tissues and organs of the mice for at least 14 days,as confirmed by confocal imaging,digital PCR,and DNA sequencing.MT mice exhibi-ted positive biological effects,including increased ATP content and mitochondrial DNA copy number(P<0.05),with the maximum effect observed on day 7,which was sustained until day 14.Reactive oxygen species(ROS)levels in MT mice significantly increased at 2 hours post-injection(P<0.05),then grad-ually decreased towards baseline levels by day 7 and day 14(P>0.05).These findings support the effec-tiveness of xenogeneic MT and suggest that the effects can be maintained for up to 14 days.This study provides scientific evidence for future clinical applications.
5.Study on the correlation between myocardial fibrosis and heart failure severity in patients with heart failure via cardiac MR
Ping CUI ; Song WANG ; Jinxiang XIA ; Hu LIAN ; Hui WU ; Xing ZHONG ; Chuanmin LI ; Sutong WU
Journal of Practical Radiology 2025;41(2):226-230
Objective To investigate the correlation between myocardial fibrosis(MF)and left ventricular ejection fraction(LVEF)and myocardial injury markers in heart failure patients via cardiac magnetic resonance(CMR).Methods Seventy-six patients with heart failure were selected,including 32 cases of heart failure with preserved ejection fraction(HFpEF)(HFpEF group),15 cases of heart failure with mid-range ejection fraction(HFmEF)(HFmEF group),and 29 patients of heart failure with reduced ejection fraction(HFrEF)(HFrEF group).Additionally,7 healthy individuals undergoing physical examinations were included(control group).CMR parameters and biological markers for the heart failure groups were collected for all subjects.The differences in native T1 value and extracellular volume fraction(ECV)between the heart failure group and the control group were compared,respectively.The differences in native T1 value,ECV,late gadolinium enhancement(LGE)score,serum creatine kinase-MB(CK-MB),cardiac troponin Ⅰ knockdown(cTnI-KD),and N-terminal pro-brain natriuretic peptide(NT-proBNP)among heart failure subgroups were also compared,respectively.Spearman correlation analysis was used to examine the relationships between MF imaging indicators and LVEF,as well as NT-proBNP levels.Results The differences in native T1 value,ECV,LGE score,and NT-proBNP between the heart failure group and the control group,as well as between the heart failure subgroups were statistically significant(P<0.05).The native T1 value,ECV,and LGE score in the heart failure group were positively correlated with NT-proBNP,and negatively correlated with LVEF.Conclusion The native T1 value,ECV value and LGE score are correlated with heart failure severity.CMR can detect myocardial injury early in patients with HFpEF and provide valuable information for risk stratification of MF.
6.Calcium imaging in C2C12 cells and RAW264.7 cells post co-culture and changes induced by sodium palmitate
Li-jun SONG ; Shuang WU ; Qin SHA ; Chuan-xin YANG ; Xing-yu TONG ; Hui JIANG
Fudan University Journal of Medical Sciences 2025;52(6):877-882
Objective To observe the effect of RAW264.7 cells on calcium sparks in a insulin resistance model of C2C12 cells induced by sodium palmitate.Methods C2C12 cells and RAW264.7 cells were co-cultured to simulate the in vivo state of skeletal muscle.C2C12 cells were cultured in high-glucose medium containing 2%horse serum to induce differentiation into mature myotubes,and then divided into 5 groups:control(RAW264.7 cells),co-culture of C2C12 with RAW264.7,C2C12 alone,co-culture of C2C12 with RAW264.7 plus sodium palmitate(PA),and C2C12 alone with PA.PA of 5 mmol/L was used to induce insulin resistance in C2C12 cells for 24 hours.Revived and expanded RAW264.7 cells were evenly added to C2C12 cells and co-cultured for two days.Subsequently,cells were maintained in modified suspension culture,and both cell types were loaded with the calcium ion fluorescent probe Fluo-4 AM.Finally,Paraxanthine was used to induce intracellular calcium sparks,which was captured and recorded under a laser confocal microscope.Results No significant calcium signal change was observed in the control group.Co-cultured C2C12 cells exhibited rapid and pronounced calcium signal changes,whereas calcium signals in C2C12 cells cultured alone increased slowly throughout the observation period without a sharp decline.The peak calcium signal was reached significantly faster in co-cultured C2C12 cells than that in C2C12 cells cultured alone(P<0.001).With PA induction,calcium signal changes in C2C12 cells were not markedly altered,while distinct calcium fluctuations were still observed in co-cultured C2C12 cells,and the peak calcium signal was reached significantly faster in co-cultured C2C12 cells than that in C2C12 cells cultured alone(P<0.001).Conclusion RAW264.7 cells enhance the dynamic responsiveness of calcium signaling in both normal and PA-stimulated C2C12 cells.
7.Risk factors of colostomy site incisional hernia after colorectal cancer and the construction and validation of the nomogram model
Xu-fei GONG ; Hui CHENG ; Yuan-yuan XING ; Ming-xiao GUO
Chinese Journal of Current Advances in General Surgery 2025;28(1):7-11
Objective:To explore the risk factors of colostomy site incisional hernia associated with colorectal can-cer and to construct and validate a nomogram model.Methods:A retrospective case-control study was conducted to collect and analyze the clinical data of patients who underwent stoma reversal after colorectal cancer surgery in the Gen-eral Surgery Department of Linyi People's Hospital from January 2019 to January 2023.A total of 371 patients were en-rolled and divided into SSIH group and non-SSIH group according to whether SSIH occurred.SPSS 25.0 software was used to perform univariate analysis on 22 related factors of patients,and multivariate analysis was performed on statisti-cally significant risk factors to screen out the independent influencing factors of SSIH related to CRC surgery.According to the results of multivariate analysis,the R language version 4.3.1 was used to establish and verify the nomogram risk prediction model.Results:SSIH occurred in 52 of 371 patients(14.02%).The results of univariate analysis showed that BMI,coronary heart disease,incision infection,stoma location,parastomal hernia,and closure time were statistically sig-nificant(P<0.05).Multivariate analysis showed that coronary heart disease,closure time and parastomal hernia were in-dependent risk factors for SSIH after CRC(P<0.05).Based on the above results,the nomogram prediction model was successfully drawn and verified.Conclusions:Coronary heart disease,closure time and parastomal hernia are inde-pendent risk factors for SSIH after CRC surgery.The nomogram constructed based on these factors has a high predictive value for SSIH,which can provide a basis for clinicians to prevent and treat SSIH,and help reduce the incidence of SSIH.
8.Cross-sectional survey of healthcare-associated infection in 5 736 medical institutions across China in 2024
Cui ZENG ; Wuqiang GAO ; Fu QIAO ; Hui ZHAO ; Xu FANG ; Linping LI ; Xiuwen CHEN ; Jiansen CHEN ; Dan LI ; Yuan ZHOU ; Lingli YU ; Qinglan MENG ; Xia MOU ; Lijuan XIONG ; Weiguang LI ; Ding LIU ; Jiaqing XIAO ; Limei OU ; Baozhen LI ; Jun YIN ; Haojun ZHANG ; Qiang FU ; Qun LU ; Biao WU ; Ya-wei XING ; Shumei SUN ; Shuncai WANG ; Longmin DU ; Jingping ZHANG ; Wen-ying HE ; Gui CHENG ; Nan REN ; Xun HUANG ; Anhua WU
Chinese Journal of Infection Control 2025;24(11):1572-1583
Objective To understand the current situation of healthcare-associated infection(HAI)in China,pro-vide data support and decision-making basis for formulating scientific and effective strategies for HAI prevention and control.Methods A nationwide cross-sectional survey on HAI was conducted among various types and levels of medical institutions in China according to a unified protocol of bedside surveys and case investigations.Results In 2024,a total of 5 736 medical institutions and 2 751 765 patients were surveyed.Among them,34 889 HAI cases were identified,with a prevalence rate of 1.27%.The number of HAI episodes was 38 032,and case prevalence rate was 1.38%.The prevalence rate of HAI in medical institutions in different regions of China ranged from 0.66%to 2.35%.Among medical institutions of different scales,those with a bed capacity of ≥900 had the high-est incidence of HAI,reaching 1.65%.The most common infection site was the lower respiratory tract(44.66%),followed by the urinary tract(12.94%),surgical site(9.32%),upper respiratory tract(7.02%),and bloodstream infection(5.78%).The top 3 departments with the highest HAI rates were the general intensive care unit(10.02%),department of neurosurgery(5.51%),and department(group)of hematology(5.34%).A total of 23 238 strains of HAI pathogens were detected,with 10 714 strains(46.10%)from lower respiratory tract speci-mens.The top 5 detected strains were Klebsiella pneumoniae(14.76%),Pseudomonas aeruginosa(13.33%),Escherichia coli(12.79%),Acinetobacter baumannii(9.23%),and Staphylococcus aureus(7.88%).231 944 pa-tients underwent class Ⅰ incision surgery were monitored,with 1 647 cases experienced surgical site infection,and the prevalence rate of surgical site infection was 0.71%.The number of patients who should undergo pathogen de-tection(patients receiving therapeutic and therapeutic combined prophylactic antimicrobial agents)was 715 179,while the actual number was 480 492,with a pathogen detection rate of 67.18%.425 225 patients received patho-genic detection before treatment,with a detection rate of 59.46%.Conclusion The overall HAI prevalence in Chi-na is lower,showing disparities among medical institutions of different regions and scales.Therefore,precise imple-mentation of measures is necessary for HAI prevention and control,with a focus on high-risk institutions and high-risk departments,key areas,and critical procedures.All levels of medical institutions should continuously reduce the incidence of HAI by strengthening monitoring,standardizing the use of antimicrobial agents,and reinforcing basic HAI prevention and control measures.
9.Clinical Characteristics and Survival Analysis of 34 Patients with Aggressive NK-Cell Leukemia
Hui-Hui ZHANG ; Chun-Lan HUA ; Ping-Ping SUN ; Shuai LIU ; Wen-Juan FAN ; Xing-Wu LI ; Bao-Hong YUE
Journal of Experimental Hematology 2025;33(6):1577-1582
Objective:To explore the clinical characteristics and prognosis risk factors of aggressive NK-cell leukemia(ANKL).Methods:The clinical and laboratory data of 34 patients with ANKL and 15 patients with chronic lymphoproliferative disorders of NK cells(CLPD-NK)admitted to the First Affiliated Hospital of Zhengzhou University from September 2019 to December 2024 were retrospectively analyzed.The Kaplan-Meier method was used to calculate survival rates,and the Cox proportional hazards regression model was used to analyze prognostic factors.Results:Compared with CLPD-NK patients,ANKL patients had a younger median age of onset,a higher proportion patients with EBV-DNA≥500 copies/ml,hepatosplenomegaly and hemophagocytic syndrome.They also presented with a higher peak of fever,a shorter median survival time,lower WBC count,PLT count,ALB and Fib values,while having higher LDH,AST,TG,ferritin,CRP and PCT levels.There were statistically significant differences in the morphology and expression of HLA-DR,CD56,CD57,CD16 and CD158 on abnormall cells between ANKL patients and CLPD-NK patients.Multivariate survival analysis revealed that combined with asparaginase treatment could improve patients' survival,and CRP≥ 15 mg/L and Fib<2.0 g/L were independent risk factors affecting the overall survival of patients with ANKL.Conclusion:The differences in clinical features and laboratory tests between patients with ANKL and CLPD-NK aid in the diagnosis of ANKL.CRP and Fib levels can be used to predict the prognosis of patients,and combined asparaginase therapy can enhance the overall survival of patients.
10.Effect of hospital-family chain rehabilitation management mode on self-management and quality of life in elderly patients with coronary heart disease
Jing WANG ; Chun-xia WANG ; Xing-fang CHEN ; Hui-xian TIAN
Chinese Journal of cardiovascular Rehabilitation Medicine 2025;34(1):129-133
Objective:To investigate effect of hospital-family chain rehabilitation management mode on self-man-agement and quality of life in elderly patients with coronary heart disease(CHD).Methods:This randomized con-trolled study enrolled 220 elderly CHD patients admitted in Hai'an Hospital of Traditional Chinese Medicine between December 2020 and August 2022.They were divided into control group(n=110,routine nursing)and intervention group(n=110,hospital-family chain rehabilitation management mode nursing).After 6-month intervention,scores of Coronary Self-Management Scale(CSMS),China Questionnaire of Quality of life in patients with Cardio-vascular diseases(CQQC)and Perceived Social Support Scale(PSSS)were compared between two groups as well as incidence of adverse cardiovascular events.Pearson method was employed to analyze the association among total scores of CSMS,CQQC and PSSS.Results:After 6-month nursing,compared with patients in control group,those in intervention group had significant higher CSMS total score[(116.03±5.41)points vs.(89.97±4.21)points],CQQC total score[(107.30±6.99)points vs.(80.86±6.38)points],PSSS total score[(69.05±7.42)points vs.(57.05±5.19)points]and each dimensional score(P<0.001 all).Pearson correlation analysis indica-ted that total scores of CSMS,CQQC and PSSS were positively correlated with each other(r=0.437~0.562,P<0.001 all).Incidence of adverse cardiovascular events in intervention group was significantly lower comparing to that of control group(2.73%vs.13.64%,P=0.003).Conclusion:Hospital-family chain rehabilitation manage-ment mode could improve the self-management ability and quality of life,increase the patient's social support,and reduce incidence of adverse cardiovascular events in elderly patients with coronary heart disease.

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